Instability, Computational Efficiency and Statistical Accuracy

Subjects: “…Artificial Intelligence & Machine Learning…”
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Estimation of Local Geometric Structure on Manifolds from Noisy Data

Subjects: “…Artificial Intelligence & Machine Learning…”
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Ontolearn---A Framework for Large-scale OWL Class Expression Learning in Python

Subjects: “…Artificial Intelligence & Machine Learning…”
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Continuously evolving rewards in an open-ended environment

Subjects: “…Artificial Intelligence & Machine Learning…”
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Recursive Causal Discovery

Subjects: “…Artificial Intelligence & Machine Learning…”
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Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings

Subjects: “…Artificial Intelligence & Machine Learning…”
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On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations

Subjects: “…Artificial Intelligence & Machine Learning…”
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Determine the Number of States in Hidden Markov Models via Marginal Likelihood

Subjects: “…Artificial Intelligence & Machine Learning…”
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Variance-Aware Estimation of Kernel Mean Embedding

Subjects: “…Artificial Intelligence & Machine Learning…”
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Scaling ResNets in the Large-depth Regime

Subjects: “…Artificial Intelligence & Machine Learning…”
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A Comparative Evaluation of Quantification Methods

Subjects: “…Artificial Intelligence & Machine Learning…”
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Lightning UQ Box: Uncertainty Quantification for Neural Networks

Subjects: “…Artificial Intelligence & Machine Learning…”
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Scaling Data-Constrained Language Models

Subjects: “…Artificial Intelligence & Machine Learning…”
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Curvature-based Clustering on Graphs

Subjects: “…Artificial Intelligence & Machine Learning…”
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Composite Goodness-of-fit Tests with Kernels

Subjects: “…Artificial Intelligence & Machine Learning…”
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PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Subjects: “…Artificial Intelligence & Machine Learning…”
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The Effect of SGD Batch Size on Autoencoder Learning: Sparsity, Sharpness, and Feature Learning

Subjects: “…Artificial Intelligence & Machine Learning…”
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Efficient and Robust Transfer Learning of Optimal Individualized Treatment Regimes with Right-Censored Survival Data

Subjects: “…Artificial Intelligence & Machine Learning…”
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DAGs as Minimal I-maps for the Induced Models of Causal Bayesian Networks under Conditioning

Subjects: “…Artificial Intelligence & Machine Learning…”
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Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization

Subjects: “…Artificial Intelligence & Machine Learning…”
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